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Glama
divenire990

google-scholar-labs-ajg-mcp

by divenire990

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
scholar_labs_searchA

Search Google Scholar Labs through a logged-in CloakBrowser session and filter results strictly against the AJG (Academic Journal Guide) 2024 rankings. Returns all qualifying papers (default ABS2+: 2, 3, 4, 4*) and detailed exclusion records for unmatchable or sub-threshold candidates. Supports manual handoff if CAPTCHA or Google login is required.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A4.2/5.0

Scored across 1 tool

Disambiguation5/5

With only a single tool, there is no possible confusion between competing choices. The tool's purpose is clear and distinct by default.

Naming Consistency5/5

The name `scholar_labs_search` follows a consistent domain/action pattern. With only one tool, there are no naming conflicts or inconsistencies to evaluate.

Tool Count4/5

A single tool is at the low end of the typical range, but it provides a comprehensive search-and-filter operation for a narrowly scoped server. It is slightly under the usual 3-15 tools yet reasonable for this focused purpose.

Completeness5/5

The tool covers the full search workflow including AJG filtering, exclusion records, and authentication/CAPTCHA handoff. Within the stated domain of AJG-filtered Google Scholar search, there are no obvious missing operations.

Maintenance

ActivitySlowing
ResponsivenessNo issues